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Side-channel attacks against the human brain: the PIN code case study (extended version).

Joseph Lange1, Clément Massart1, André Mouraux1

  • 1UCLouvain, 1348, Louvain-la-Neuve, Belgium.

Brain Informatics
|October 30, 2018
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Summary
This summary is machine-generated.

Brain-computer interfaces (BCIs) are vulnerable to side-channel attacks. Researchers confirmed partial PIN recovery from electroencephalogram signals, highlighting privacy risks and societal challenges for BCI applications.

Keywords:
Brain–computer interfaces (BCIs)Electroencephalography (EEGs)PrivacySecurity

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Area of Science:

  • Cybersecurity
  • Neurotechnology
  • Human-Computer Interaction

Background:

  • Revisiting side-channel attacks on Brain-Computer Interfaces (BCIs) initially proposed in 2012.
  • Investigating the extraction of Personal Identification Numbers (PINs) from electroencephalogram (EEG) signals.

Purpose of the Study:

  • To comprehensively investigate concrete adversaries attempting PIN extraction from EEG signals.
  • To quantify the success probability of partial PIN recovery and identify challenges in full recovery.
  • To explore the privacy implications of BCI side-channel attacks.

Main Methods:

  • Utilizing electroencephalogram (EEG) data to simulate side-channel attacks.
  • Analyzing adversarial capabilities, distinguishing between supervised/profiled and unsupervised/non-profiled attacks.
  • Experimentally evaluating the efficiency and practical relevance of different attack strategies.

Main Results:

  • Confirmed the feasibility of partial PIN recovery from EEG signals with high probability.
  • Demonstrated significant variations in attack complexity based on adversarial capabilities.
  • Showcased the potential for similar techniques to compromise BCI user privacy.

Conclusions:

  • Partial PIN recovery from BCI data is feasible, posing significant security and privacy risks.
  • Attack effectiveness is highly dependent on adversary resources, creating a trade-off between efficiency and practicality.
  • BCI security and privacy require careful consideration due to emerging societal challenges.